{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-01-06T15:06:51.806906Z",
     "start_time": "2025-01-06T15:06:51.277147Z"
    }
   },
   "source": [
    "#导入模块\n",
    "import matplotlib.pyplot as plt"
   ],
   "outputs": [],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T15:06:54.423229Z",
     "start_time": "2025-01-06T15:06:54.337866Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1,8)\n",
    "y = [17,17,18,15,11,11,13]\n",
    "plt.plot(x,y)\n",
    "plt.show()"
   ],
   "id": "78f8aa13564b472e",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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++ugj/eIXvzj/ygCcwpl3M7RrC7PcmSFEAH4VPlJTU5WSkmIux6RJk0x7ypQpJx4zY8YMc+DYzTffXL/VAn7u+FLbuWvztHlPw6wMAwCPnnBqe8IK4I/ueW+NPlu/W1f1aKk3fjrAdjkAUOfXbw7jALzMQ1d1kbOx7MJNe/Vt9iHb5QBAnRE+AC+TFNdYY/slmPYzC5j7AcD7ED4AL/TAsM4KCQrQisz9Wpm533Y5AFAnhA/ACyXGRujmQW1N+y8LMswEbwDwFoQPwEvdOzRJ4SGB+jb7sL7cnG+7HACoNcIH4KXiosPNQXOOv8zPkMs5wAgAvADhA/Bidw3upKiwYG3eU2SW3wKANyB8AF6saWSo/mNwR9N+duEWc4AiAHg6wgfg5e68rINiI0OVtb9Ef1+Ta7scADgnwgfg5RqHBevuKzqZ9guLtqqsssp2SQBwVoQPwAfcenE7tYoOV15Bqd7/+t+HPAKAJyJ8AD4gPCRI9w1LMu1pizN1pLzSdkkAcEaED8BHTBiQqLaxEdpfXK63v9phuxwAOCPCB+AjQoIC9dBVnU37taXbVHC0wnZJAHBahA/Ah4xObqMuLRursLRSbyzbbrscADgtwgfgQ4ICA/TwiK6m/dZXWdpfXGa7JAD4AcIH4GNG9Gip5IQYHSmv0iuLt9kuBwB+gPAB+JiAgAA9cnVN78e7q3Zq1+GjtksCgFMQPgAfdFlSc13UIVblVS699MVW2+UAwCkIH4CP9n48eqz346O0XLP1OgB4CsIH4KMGtI/Vld3iVOWq1nMLt9guBwBOIHwAPuzhEV3Mx3nr8vTd7kLb5QCAQfgAfFjP+Bhd16e1qqulZxbQ+wHAMxA+AB/30PAuCgyQFn23V2uyD9kuBwAIH4CvS4prrHH9Ekz7mQUZtssBAMIH4A8eGN5ZIUEB+irzgFZm7rddDgA/R/gA/EBC0wj9ZFBb0/7LggxVO5NAAMASwgfgJ+65MknhIYH6Nvuwvvgu33Y5APwY4QPwE3FR4brjkg6m/fSCDLlc9H4AsIPwAfiRu4Z0VFRYsDbvKdKn63fbLgeAnyJ8AH6kSUSo/nNwR9N2dj2trHLZLgmAHyJ8AH7mZ5d1UGxkqDnv5e9rcm2XA8APET4AP9M4LFh3X9HJtF9YtFWlFVW2SwLgZwgfgB+69eJ2ah0TrryCUr3/dbbtcgD4GcIH4IfCQ4J035WdTfuVJZkqKau0XRIAP0L4APzU+AEJatcsQvuLy/XOyh22ywHgRwgfgJ8KCQo0h845Xlu6TQVHKmyXBMBP1Dl8LFu2TKNGjVJ8fLwCAgI0Z86cHzzmu+++0+jRoxUTE6PIyEgNHDhQ2dmMKwOeZlRyvLq2jFJhaaVeX77NdjkA/ESdw0dJSYmSk5M1bdq0096/bds2XXbZZerWrZuWLFmidevW6Xe/+53Cw8Pro14A9SgoMEAPj6jp/XhrxQ7tKyqzXRIAPxBQfQEnTDk9H7Nnz9aYMWNOfG7ixIkKCQnR3/72t/P6noWFhabHpKCgQNHR0edbGoBacv4EjHllpdbmHNbPLm2v34/qabskAF6oLq/f9Trnw+Vy6bPPPlOXLl109dVXKy4uThdddNFph2aOKysrMwWffAFwH+dNxKMjupr2e6uytevwUdslAfBx9Ro+8vPzVVxcrCeffFLXXHONFixYoBtuuEFjx47V0qVLT/s1U6dONUnp+JWYmFifJQGohUuTmunijrEqr3LppS+22i4HgI+r954Px/XXX6+HHnpIffv21W9/+1v9+Mc/1vTp00/7NZMnTzZdNMevnJyc+iwJQG17P66u6f34KC1X2/cV2y4JgA+r1/DRvHlzBQcHq0ePHqd8vnv37mdc7RIWFmbGhk6+ALhf/3axGtYtTlWuaj23iN4PAF4SPkJDQ82y2oyMjFM+v2XLFrVr164+fxSABjDp2MqXeWvztCmP+VcAPCR8OHM60tPTzeXIysoy7eM9G48++qhmzpypN954Q5mZmXr55Zc1b9483X333fVfPYB61TM+Rj/u09q0n1146psIALC21NbZu2Po0KE/+Pztt9+ud955x7TfeustM5E0NzdXXbt21RNPPGHmgdQGS20Bu7btK9ZVzy6Vq1qadfcl6te2qe2SAHiBurx+X9A+Hw2B8AHY9+uP1+rD1Fxd0qmZ3v+Pi22XA8ALWNvnA4BvuH9YZ4UGBWrltgP6KnO/7XIA+BjCB4AfSGgaoZ9c1Na0/zI/w+yCCgD1hfAB4LTuHtpJjUKClJ5zWIu+y7ddDgAfQvgAcFpxUeG649L2pv3Mggy5nBmoAFAPCB8AzuiXgzsqKjxYm/cUad66PNvlAPARhA8AZ9QkItQEEMdzC7eooqrmCAUAuBCEDwBn9bNLO6hZZKh2HDiiv6fl2i4HgA8gfAA4q8iwYN09NMm0X/hiq0orqmyXBMDLET4AnNMtF7VV65hw7S4o1ftfn/6QSACoLcIHgHMKDwkyG485pi3OVElZpe2SAHgxwgeAWrmxf4LaN4vQgZJyvf1Vlu1yAHgxwgeAWgkJCtRDV3Ux7deWbVfBkQrbJQHwUoQPALU2qk+8urWKUlFppV5bts12OQC8FOEDQK0FBgbo4RFdTfvtr3ZoX1GZ7ZIAeCHCB4A6Gd49TsmJTXS0ospMPgWAuiJ8AKiTgIAA/frqmt4PZ9ntrsNHbZcEwMsQPgDU2aVJzfWjjs1UXuXSi4u22i4HgJchfAA4L48c6/34eE2utu8rtl0OAC9C+ABwXvq3a2rmf1S5qvUcvR8A6oDwAeC8Tbqqpvdj3to8bcortF0OAC9B+ABw3nrER2tUcrxpP7sww3Y5ALwE4QPABXloeGcFBQZo0Xf5Stt5yHY5ALwA4QPABenYorFu7Jdg2k/Pp/cDwLkRPgBcsPuHd1ZoUKD+tf2Avsrcb7scAB6O8AHggrVp0kg/uaitaf/P/AxVV1fbLgmAByN8AKgX9wxNUqOQIK3NOWzmfwDAmRA+ANSLFlFh+tml7U/M/XC56P0AcHqEDwD15peDOykqPFgZe4s0b12e7XIAeCjCB4B6ExMRoruGdDLt5xZuUUWVy3ZJADwQ4QNAvbrjkvZq3jhUOw4c0cdpubbLAeCBCB8A6lVkWLDuviLJtF/8YqtKK6pslwTAwxA+ANQ7Z9lt65hw7S4o1XtfZ9suB4CHIXwAqHfhIUF6YFhn035lcaZKyiptlwTAgxA+ADSIcf0T1KF5pA6UlOvtr7JslwPAgxA+ADSIkKBAPTi8pvfjtWXbVXCkwnZJADwE4QNAgxnVJ17dWkWpqLRSry3bZrscAB6C8AGgwQQGBujhEV1N++2vdii/qNR2SQC8MXwsW7ZMo0aNUnx8vAICAjRnzpxT7r/jjjvM50++rrnmmvqsGYAXGd49Tn0Tm+hoRZVeWUzvB4DzCB8lJSVKTk7WtGnTzvgYJ2zs3r37xPXBBx9caJ0AvJTzBuTXV9f0frz/dbZyDx2xXRIAy4Lr+gUjR44019mEhYWpVatWF1IXAB9ySVJzXdKpmVZuO2A2HvufG5NtlwTA1+Z8LFmyRHFxceratat+9atf6cCBA2d8bFlZmQoLC0+5APieR471fjhbrm/bV2y7HAC+FD6cIZe//vWv+uKLL/TUU09p6dKlpqekqur0WyxPnTpVMTExJ67ExMT6LgmAB+jXtqmZ/+Gqlv53+Xbb5QCwKKC6urr6vL84IECzZ8/WmDFjzviY7du3q1OnTlq0aJGGDRt22p4P5zrO6flwAkhBQYGio6PPtzQAHmjV9gOa+PoqRYYGafV/DTfnwADwDc7rt9OJUJvX7wZfatuxY0c1b95cmZmZZ5wf4hR58gXAN13UIVbtm0WopLxKn63fbbscAJY0ePjIzc01cz5at27d0D8KgIdzektvGtjWtGes5sA5wF/VOXwUFxcrPT3dXI6srCzTzs7ONvc9+uijWrVqlXbs2GHmfVx//fVKSkrS1Vdf3RD1A/Ay4/q3UVBggNZkH9aWvUW2ywHgDeEjNTVVKSkp5nJMmjTJtKdMmaKgoCCtW7dOo0ePVpcuXfTzn/9c/fv31/Lly83wCgDERYVrWLc40575TY7tcgB424RT2xNWAHinLzfv1Z3vpKppRIhWPTZMYcFBtksC4EsTTgHg+4Z0iVOr6HAdOlKhhZv22i4HgJsRPgC4nTPnY8KABNOesZqhF8DfED4AWDF+QKICAqQVmfuVc5DzXgB/QvgAYEVibIQuS2pu2h+m0vsB+BPCBwBrbhpYc5zCR6m5qqxy2S4HgJsQPgBYc1WPloqNDNWewlIt27rPdjkA3ITwAcAaZ4nt2JQ2pv0BE08Bv0H4AOARQy9fbs5XfmGp7XIAuAHhA4BVnVtGqX+7pqpyVevjNbm2ywHgBoQPAB7T++Fst+5hmy4DaACEDwDW/bhPazUOC9bOA0e0avtB2+UAaGCEDwDWRYQGa3TfeNOe8U227XIANDDCBwCPMPHY0Ms/N+zR4SPltssB0IAIHwA8Qu82MereOlrllS7N+XaX7XIANCDCBwCPEBAQcKL3YwYTTwGfRvgA4DHG9G2jsOBAbd5TpHW5BbbLAdBACB8APEZMRIiu7d3atJl4CvguwgcAj9zzY256nkrKKm2XA6ABED4AeJSLOsSqfbMIlZRX6bN1u22XA6ABED4AeNzE05sGtjVthl4A30T4AOBxxvVvo+DAAK3JPqwte4tslwOgnhE+AHicuKhwDeseZ9ozVufYLgdAPSN8APBIE48Nvcz6NldllVW2ywFQjwgfADzS4C4t1Co6XIePVGjBxr22ywFQjwgfADxSUGCAJgxIMO2Z3zD0AvgSwgcAjzV+QKICAqQVmfuVc/CI7XIA1BPCBwCPlRgbocuSmps2vR+A7yB8APCKiacfpeWosspluxwA9YDwAcCjDe8Rp9jIUO0tLNPSLftslwOgHhA+AHi0sOAgjU1pY9ozGHoBfALhA4DHmzio5rC5LzfnK7+w1HY5AC4Q4QOAx0uKi9KAdk1V5arWR2m5tssBcIEIHwC8wk0Da3o/PkzNkctVbbscABeA8AHAK1zXp7UahwVr54EjWpV1wHY5AC4A4QOAV4gIDdbovvGmzZ4fgHcjfADwGjcf2/Pjnxv26PCRctvlADhPhA8AXqNXm2j1aB2t8kqXZn+7y3Y5ANwVPpYtW6ZRo0YpPj5eAQEBmjNnzhkfe9ddd5nHPP/88+dbHwCc4Pw9Ob7sdsbqHFVXM/EU8IvwUVJSouTkZE2bNu2sj5s9e7ZWrVplQgoA1Jfrk9soLDhQGXuLtDa3wHY5ANwRPkaOHKk//vGPuuGGG874mF27dum+++7Te++9p5CQkPOpCwBOKyYiRNf2bm3aM7/Jtl0OAE+Y8+FyuXTbbbfp0UcfVc+ePc/5+LKyMhUWFp5yAcDZTDy258fc9DyVlFXaLgeA7fDx1FNPKTg4WPfff3+tHj916lTFxMScuBITa/6oAMCZDOoQqw7NI1VSXqVP1+XZLgeAzfCRlpamF154Qe+8846ZGFYbkydPVkFBwYkrJ4f1+wDOzvn7cnzHUw6bA/w8fCxfvlz5+flq27at6f1wrp07d+rhhx9W+/btT/s1YWFhio6OPuUCgHMZ26+NggMD9G32YWXsKbJdDgBb4cOZ67Fu3Tqlp6efuJzVLs78j/nz59fnjwLg5+KiwjWse5xps+Mp4F2C6/oFxcXFyszMPHE7KyvLhIzY2FjT49GsWbNTHu+sdmnVqpW6du1aPxUDwDETB7XV/I17NevbXP36mq4KDwmyXRKAhuj5SE1NVUpKirkckyZNMu0pU6bU9VsBwAUZ3LmFWseE6/CRCi3YtNd2OQAaqufjiiuuqNOugjt27KjrjwCAWgkKDND4AYl68YutZs+P0clsagh4A852AeDVxvdPkLO47qvMA8o+cMR2OQBqgfABwKslxkbosqTmpv1hKhNPAW9A+ADg9W4e1NZ8/CgtR5VVLtvlADgHwgcArze8e0vFRoZqb2GZlmTss10OgHMgfADweqHBgRrXr41ps+Mp4PkIHwB8wvHt1hdn5GtvYantcgCcBeEDgE9IiovSgHZNVeWq1sdpubbLAXAWhA8APrXj6fHt1l2u2u9HBMC9CB8AfMa1vVspKixY2QePaNX2A7bLAXAGhA8APiMiNFij+9bscsrEU8BzET4A+JSJA2uGXj7fsEeHSsptlwPgNAgfAHxKrzbR6tE6WuVVLs1J32W7HACnQfgA4FMCAgJ086CaZbczVufU6SBMAO5B+ADgc0b3baOw4EBl7C1Ses5h2+UA+B7CBwCfE9MoRNf1bn1i2S0Az0L4AODTO57OXZun4rJK2+UAOAnhA4BPGtQhVh2bR+pIeZU+W5dnuxwAJyF8APDZiafHez8+WM3QC+BJCB8AfNbYfgkKDgwwk0437ym0XQ6AYwgfAHxWi6gwDe/e0rSZeAp4DsIHAJ9207E9P2Z/u0ulFVW2ywFA+ADg6wZ3bqH4mHAdPlKhBZv22i4HAOEDgK8LCgzQ+AHHdzzNtl0OAMIHAH8wfkCCAgKkldsOaOeBEtvlAH6P8AHA5yU0jdDlnVuY9oepTDwFbCN8APALE4/t+fFRaq4qq1y2ywH8GuEDgF9wltw2iwxVflGZlmTss10O4NcIHwD8QmhwoMb1TzDtGd8w8RSwifABwG9MOLbq5cvN+dpTUGq7HMBvET4A+I2kuMYa2L6pXNXS39fk2i4H8FuEDwB+5aaBbU9st+5yUggAtyN8APAr1/ZupaiwYGUfPKJV2w/YLgfwS4QPAH4lIjRY16fEm/YHHDYHWEH4AOB3Jh4bepm/YY8OlZTbLgfwO4QPAH6nV5sY9YyPVnmVy5x2C8C9CB8A/HrHU2fiaXU1E08BdyJ8APBLo/u2UXhIoDL2Fik957DtcgC/UufwsWzZMo0aNUrx8fEKCAjQnDlzTrn/8ccfV7du3RQZGammTZtq+PDh+vrrr+uzZgC4YDGNQnRt79amPWM1E08Bjw4fJSUlSk5O1rRp0057f5cuXfTyyy9r/fr1WrFihdq3b68RI0Zo3z7OUgDgmRNP563LU3FZpe1yAL8RUH0Bg51Oz8fs2bM1ZsyYMz6msLBQMTExWrRokYYNG3bO73n88QUFBYqOjj7f0gDgnJw/f8OeWart+0v05NjemjioJowAqLu6vH436JyP8vJyvf7666YYp7fkdMrKykzBJ18A4A7OG6ibjk08ncGeH/CTwP3bv6/T+19nW51o3SDh49NPP1Xjxo0VHh6u5557TgsXLlTz5s1P+9ipU6eacHL8Skys+UMAAO4wtl+CggMDzKTTzXt48wPf9u6qnSZo/+6TDdq2r8S3wsfQoUOVnp6ulStX6pprrtGECROUn59/2sdOnjzZdNEcv3JyePcBwH1aRIXpqh4tTZuJp/BlaTsP6f99usm0f3tNN3PQok+FD2elS1JSki6++GK9+eabCg4ONh9PJywszIwNnXwBgDsdH3pxNhwrraiyXQ5Q7/YVlenu99JUUVVtzjf6xeUd5PP7fLhcLjO3AwA80eWdWyg+JlwFRys0f+Me2+UA9aqyyqV731+jvYVlprfjf25MNvOdvCp8FBcXmyEV53JkZWWZdnZ2tlmG+9hjj2nVqlXauXOn0tLSdOedd2rXrl0aP358Q9QPABcsKDBA4wf8e8dTwJc89flmfZ11UJGhQZp+a381Dgu2XVLdw0dqaqpSUlLM5Zg0aZJpT5kyRUFBQdq8ebPGjRtn9vtwNiM7cOCAli9frp49ezZE/QBQL8YPSJDzZnDltgPaecDeRDygPn22brfeWJ5l2k+PT7Y6z+NkdY4/V1xxxVmX58yaNetCawIAt0toGqHBnVto6ZZ9pvfj19d0s10ScEG27i3Sox+vNe1fDumokcd29PUEnO0CAN87bO6jtFwzTg54q6LSCv3y3TQdKa/Sjzo206MjusqTED4A4Jhh3VuqWWSoWRmwOIMjIeCdqqur9ehH67R9X4lax4TrpZ+kKDjIs17uPasaALAoNDhQ4/onmPbMb7JtlwOcl9eWbdfnG/coJChAr9zST80bh8nTED4A4CQTjq16+XJzvvYUlNouB6iTlZn79T+fbzbt34/qqZS2TeWJCB8AcBJnNcCg9rFyVUsfp7HsFt4j7/BR3fvBt+Z398b+CbrlIs89KJHwAQBn2PF0ZmqOXM5fcsDDlVVW6VfvrdHBknL1jI/WH8f0sr6R2NkQPgDge67t3VpRYcHKOXhU/9p+wHY5wDn9v3mbtDbnsGIahZiNxMJDguTJCB8A8D2NQoN0fUq8aTsngAKe7KPUHL33dbbZJO/5iX2VGBshT0f4AIDTmDiwZrx8/oY9pisb8EQbdhXov+ZsMO0Hh3XR0K5x8gaEDwA4jV5tYtSrTbTKq1zmtFvA0xwqKddd76apvNKlK7vF6b4rk+QtCB8AcAY3Hev9cPb8ONuxEoC7Vbmq9cDMdOUeOqq2sRF6bkJfBQZ67gTT7yN8AMAZjE6OV3hIoLbsLda3OYdtlwOc8MIXW7Vsyz7z++lMMI2JCJE3IXwAwBk4KweclS+OmauZeArP8MV3e/XiF1tNe+rY3uoRHy1vQ/gAgFpMPJ23Lk/FZZW2y4Gf27G/RA/OTDftn/6onW5IqTkOwNsQPgDgLAa2b6qOLSLN6aDz1ubZLgd+7Gh5lZlgWlRaqX5tm+i/r+shb0X4AICzcHaJnHhsx1P2/IAt1dXVemz2em3eU6TmjUP1yi39zUGI3sp7KwcANxnbL0HBgQFmB8nvdhfaLgd+6G+rdpol30GBAXr5J/3UKiZc3ozwAQDn4BxJflWPlqY9k94PuFnazoNm+3TH5JHddHHHZvJ2hA8AqMNhc867z9KKKtvlwE/kF5Xq7vfWqNJVrev6tNbPL+sgX0D4AIBauLxzC7Vp0kgFRys0f+Me2+XAD1RUuXTv+99qb2GZkuIa63/G9fHok2rrgvABALXgjLWPH1CzrHEGe37ADZ7652atzjqoxmHBeu22/ooMC5avIHwAQC2NH5BoTg791/YDZr8FoKF8ui5P/7siy7SfHp+sTi0ay5cQPgCglpxhl8GdW5j2h6n0fqBhbNlbpF9/vM607xrSSdf0aiVfQ/gAgDo4vufHR2m5ZkweqE9FpRW6629pZlO7S5Oa6ZERXeSLCB8AUAfDurdUs8hQ7Ssq0+LN+bbLgY9tJPbIR2u1fX+JWseE68WJKQoO8s2Xad/8fwUADcTZVfLG/jUTT9nzA/Vp+tLtmr9xr0KDAvXqrf3VrHGYfBXhAwDqaMKxoZfFGfnaU1Bquxz4gK8y9+sv8zeb9uOje6pvYhP5MsIHANSRs/JgUPtYuaqlj9Po/cCF2XX4qO774Fvz+zS+f4JuHlQTbn0Z4QMALmDH05mpOXI5rxrAeSirrNLd76bpYEm5erWJ1h/G9PKZjcTOhvABAOfh2t6tFRUerJyDR7Vy2wHb5cBLPT53k9bmFqhJRIhevaW/wkOC5A8IHwBwHhqFBmlM3zamPeObbNvlwAt9+E2OPlidbTaue2FiihJjI+QvCB8AcIFDLws27jXd5kBtbdhVoP/+ZINpTxreRUO61Gxe5y8IHwBwnnq1iTHj9OVVLnPaLVAbh0rK9cu/pam80qXh3eN0z9Ak+RvCBwBcgJsGtjUfZ6zONptEAWdT5arWAzPTzQqXds0i9MyEvgoM9P0Jpt9H+ACAC3B933iFhwRqa36x1mQftl0OPNzzi7Zo2ZZ95ndm+q39FdMoRP6I8AEAFyA6PETX9Y437ZlMPMVZLNq0Vy99mWnaT47to+6to+WvCB8AcIEmHtsUat7a3eZgMOD7duwv0UMfppv2HZe015iUmpVS/qrO4WPZsmUaNWqU4uPjzUYoc+bMOXFfRUWFfvOb36h3796KjIw0j/npT3+qvLy8+q4bADzGgHZN1bFFpI5WVOnTdbttlwMPc6S8Une9m6ai0kr1b9dUj13bXf6uzuGjpKREycnJmjZt2g/uO3LkiNasWaPf/e535uOsWbOUkZGh0aNH11e9AOBxnDdiE48tu3UmngLHOZOQJ89ar817itS8cZheuaWfOZzQ3wXX9QtGjhxprtOJiYnRwoULT/ncyy+/rEGDBik7O1tt29bMCgcAXzO2X4L+Mj/D7Fa5Ka9QPeL9dzwf//Z/K3fok/Q8BQUGaNpPUtQyOtx2SR6hweNXQUGBeVfQpMnpT+grKytTYWHhKRcAeBvnXe1VPVqa9oepHDYHKXXHQf3xs+9M2xlquahjM9sl+Uf4KC0tNXNAbr75ZkVHn/5dwNSpU02PyfErMdH3T/MD4Nt7fsxak6vSiirb5cCi/KJS3f3eGlW6qvXjPq1156XtbZfkH+HDmXw6YcIEM9716quvnvFxkydPNr0jx6+cHN4xAPBOlyU1V5smjVRYWqn5G/fYLgeWVFS5dO973yq/qExdWjbWU+P6+MVJtdbDx/HgsXPnTjMH5Ey9Ho6wsDBz/8kXAHgjZ1x//IAE03YODIN/evKfm7V6x0E1Dgs2G4lFhtV5eqXPC2yo4LF161YtWrRIzZoxxgXAf4wfkGhOKV21/aCy9pfYLgduNndtnt5ckWXaz0xIVscWjW2X5Bvho7i4WOnp6eZyZGVlmbazmsUJHjfeeKNSU1P13nvvqaqqSnv27DFXeTknPgLwfc6wy/ETSpl46l+27C3Sbz5eZ9p3X9FJV/dsZbsk3wkfTrBISUkxl2PSpEmmPWXKFO3atUtz585Vbm6u+vbtq9atW5+4Vq5c2RD1A4DHOb7nx8dpuWb8H76vsLRCd/0tzWw058z9eXhEV9slebQ6D0RdccUVZz25kVMdAfi7K7u1VPPGodpXVKYvN+fzDtjHuVzVeuTDtdq+v0TxMeF6YWJfM/8HZ8Y2awBQz5wdLMf1q5l4OvMbhl583fRl27Rg016FBgXq1Vv7q1njMNsleTzCBwA0gAnHhl6WZORrd8FR2+WggazYul9Pz88w7Seu76nkxNNvqIlTET4AoAF0atFYgzrEylUtfZyaa7scNIBdh4/qvg/WmH/jmwYk6uZBHCFSW4QPAGjgiaczU3PMvAD4DmcH21+9m6ZDRyrUu02M6fVA7RE+AKCBjOzVWlHhwco9dFRfbdtvuxzUoyfmbdS63AI1iQjRq7f2U3hIkO2SvArhAwAaSKPQII3p28a0ZzDx1GfM/CZbH6zOMZvJvTgxRQlNI2yX5HUIHwDQgG46NvSyYOMeHSxhs0Vvty73sH73yUbTfviqLhp8bEM51A3hAwAaUK82MWZOQEVVtTntFt7LCY+/eneNyitdGt69pe6+Isl2SV6L8AEAbur9cPb8YCNG71TlqtYDM741K1zaN4sw57YEspHYeSN8AEADG903XuEhgdqaX6w12Ydsl4Pz8NzCLVq+db8ahQRp+m39FdMoxHZJXo3wAQANLDo8RNf1jjftGauZeOptFm7aq5cXZ5r2k+N6q1uraNsleT3CBwC4wcRBNUMvn67braLSCtvloJay9pdo0syaU9zvuKS9rj+2egkXhvABAG4woF1TdWoRaU49nbd2t+1yUAtHyivNSbVFZZXm3++/rutuuySfQfgAADcICAjQxIFtT+wTAc/mTAyePGu9MvYWqUVUmF65pZ9CgnjJrC88kwDgJjf0a6OQoACtzS3QprxC2+XgLN5ZuUOfpOcpODDABI+46HDbJfkUwgcAuEnzxmG6qkdL06b3w3N9s+Og/vTZd6b92LXdNbB9rO2SfA7hAwDc6KZjQy+zv91lDieDZ8kvLNXd761Rpatao5Pj9bNL29suyScRPgDAjS5Paq42TRqpsLRSn2/YY7scnKSiyqV73l+jfUVl6toyyiyrdebqoP4RPgDAjZxdMScMqFl2O4OhF48y9R+b9c2OQ4oKCzYbiUWEBtsuyWcRPgDAzcYPSDAnoq7aftDsIwH7Pknfpbe+yjJtZ+v0Ds0jbZfk0wgfAOBm8U0aacix01Cd815gV8aeIv327+tN+56hnTSiZyvbJfk8wgcAWDDx2GFzH6flmrkGsKOwtEJ3vZtmNn+7vHNzTbqqq+2S/ALhAwAsGNa9pZo3DtX+4jJ9uTnfdjl+yeWq1sMfrjVDX84k4BcmpiiIk2rdgvABABY4u2WO659g2gy92PHq0m3m0LjQ4EC9ems/xUaG2i7JbxA+AMCSm46telmSka/dBUdtl+NXlm/dp2cWZJj2H67vqT4JTWyX5FcIHwBgSccWjTWoQ6xc1dJHqbm2y/EbuYeO6P4PvjXPuzP35vjGb3AfwgcAeMDEU2foxZmDgIbl7Cr7q3fX6NCRCvVJiNHjo3vaLskvET4AwKJre7dWVHiwdh0+qq+27bddjs97fO5Grd9VoKYRIebAuPCQINsl+SXCBwBY5Lz43ZDSxrRnMPG0Qc1YnW2eY2dBy4s3pyihaYTtkvwW4QMALLvp2NDLgo17dKC4zHY5Pmld7mFNmbvRtB8e0VWXd67Z5A12ED4AwLKe8THq3SZGFVXV5rRb1K+DJeVmnkd5pUtX9WipXw3pZLskv0f4AAAP6v1whgWqq5l4Wl+qXNVmZYszp8Y5r8U5t8U53A92ET4AwANc3zdejUKClJlfrDXZh2yX4zOeXZihFZn7zXM7/db+ig4PsV0SCB8A4BmiwkN0XZ/Wpj1jNRNP64Mzh2ba4m2m/dSNfdS1VZTtknAM4QMAPGzPj0/X7VZRaYXtcrza9n3F5twWx52XdtDo5HjbJeEkhA8A8BD92zVVpxaR5oTVuWvzbJfjtY6UV5qTaovKKjWofawmX9vNdkn4HsIHAHiIgIAATTy21TeHzZ0fZ7Lub/6+Xlv2FisuKkwv35JiDvGDZ6nzv8iyZcs0atQoxcfHm/9Q5syZc8r9s2bN0ogRI9SsWTNzf3p6en3WCwA+bWy/NgoJCtC63AJtzCuwXY7XefurHZq3Nk/BgQFmB9O4qHDbJaE+wkdJSYmSk5M1bdq0M95/2WWX6amnnqrrtwYAv9escZhG9Ghl2h/S+1Enq7MO6s//+M60//u67hrQPtZ2STiDYNXRyJEjzXUmt912m/m4Y8eOun5rAMCxPT8+W7/bbDg2+drunD9SC/mFpbrn/TWqdFWbZcu3X9Ledkmoz/BR38rKysx1XGFhodV6AMC2y5Kaq02TRmZjrIdmpqtVDEMH5/L19oPaV1Smbq2iNHVsbzPsD89lPXxMnTpVTzzxhO0yAMBjODtwOr0fzy7con9u2GO7HK/hnA7sbCQWEWr9pQ3nYP1faPLkyZo0adIpPR+JiTVr3QHAX/3n4I4KDQ5kv49aCgoI0KjkeLVvHmm7FHhD+AgLCzMXAODfnHked3EAGnwUi58BAIBn93wUFxcrMzPzxO2srCyzl0dsbKzatm2rgwcPKjs7W3l5NbvzZWRkmI+tWrUyFwAA8G917vlITU1VSkqKuRzOfA2nPWXKFHN77ty55vZ1111nbk+cONHcnj59en3XDgAAvFBAtbMXrQdxJpzGxMSooKBA0dHRtssBAAD1/PrNnA8AAOBWhA8AAOBWhA8AAOBWhA8AAOBWhA8AAOBWhA8AAOBWhA8AAOBWhA8AAOBWhA8AAOBfp9p+3/ENV52d0gAAgHc4/rpdm43TPS58FBUVmY+JiYm2SwEAAOfxOu5ss+5VZ7u4XC5zIm5UVJQCAgLqPZU5oSYnJ4dzY86B56r2eK5qj+eqbni+ao/nyv5z5cQJJ3jEx8crMDDQu3o+nIITEhIa9Gc4Tza/nLXDc1V7PFe1x3NVNzxftcdzZfe5OlePx3FMOAUAAG5F+AAAAG7lV+EjLCxMv//9781HnB3PVe3xXNUez1Xd8HzVHs+Vdz1XHjfhFAAA+Da/6vkAAAD2ET4AAIBbET4AAIBbET4AAIBb+UX4WLZsmUaNGmV2XXN2TZ0zZ47tkjzW1KlTNXDgQLPDbFxcnMaMGaOMjAzbZXmkV199VX369DmxUc+PfvQj/fOf/7Rdlld48sknzX+LDz74oO1SPM7jjz9unpuTr27dutkuy2Pt2rVLt956q5o1a6ZGjRqpd+/eSk1NtV2WR2rfvv0Pfrec65577nF7LX4RPkpKSpScnKxp06bZLsXjLV261Pwirlq1SgsXLlRFRYVGjBhhnkOcytmJ13kRTUtLM3/srrzySl1//fXauHGj7dI82jfffKPXXnvNBDecXs+ePbV79+4T14oVK2yX5JEOHTqkSy+9VCEhISb4b9q0Sc8884yaNm1quzSP/W9v90m/V87feMf48ePdXovHba/eEEaOHGkunNvnn39+yu133nnH9IA4L7CDBw+2VpcncnrTTvanP/3J9IY4wc158cAPFRcX65ZbbtEbb7yhP/7xj7bL8VjBwcFq1aqV7TI83lNPPWXOKHn77bdPfK5Dhw5Wa/JkLVq0OOW28+apU6dOGjJkiNtr8YueD5y/goIC8zE2NtZ2KR6tqqpKM2bMMD1EzvALTs/pVbvuuus0fPhw26V4tK1bt5ph4o4dO5qwlp2dbbskjzR37lwNGDDAvHN33iSlpKSYYItzKy8v17vvvqs777yz3g9xrQ2/6PnA+Z8w7IzJO92avXr1sl2OR1q/fr0JG6WlpWrcuLFmz56tHj162C7LIznhbM2aNabrF2d20UUXmR7Hrl27mq7xJ554Qpdffrk2bNhg5mLh37Zv3256GydNmqTHHnvM/G7df//9Cg0N1e233267PI82Z84cHT58WHfccYeVn0/4wFnfpTp/8BhvPjPnBSI9Pd30EH388cfmD54zb4YAcirn6O4HHnjAjDGHh4fbLsejnTxE7MyLccJIu3bt9OGHH+rnP/+51do88Q2S0/Px5z//2dx2ej6cv1nTp08nfJzDm2++aX7XnB42Gxh2wWnde++9+vTTT7V48WIzsRKn57zDSkpKUv/+/c1KIWdi8wsvvGC7LI/jzBnKz89Xv379zHwG53JC2osvvmjazrAVTq9Jkybq0qWLMjMzbZficVq3bv2DoN+9e3eGqc5h586dWrRokX7xi1/IFno+cArnqJ/77rvPDB8sWbKEyVvn8U6srKzMdhkeZ9iwYWaI6mQ/+9nPzBLS3/zmNwoKCrJWmzdM0t22bZtuu+0226V4HGdI+PtbAWzZssX0FOHMnAm6zhwZZ/6VLcH+8h/vye8asrKyTFe5M4mybdu2VmvzxKGW999/X5988okZX96zZ4/5fExMjFlDj3+bPHmy6bZ0foeKiorM8+YEtvnz59suzeM4v0vfnzcUGRlp9mZgPtGpHnnkEbOSynkBzcvLM6ePOuHs5ptvtl2ax3nooYd0ySWXmGGXCRMmaPXq1Xr99dfNhTO/QXLChzMs5fQ6WlPtBxYvXuyc3PuD6/bbb7ddmsc53fPkXG+//bbt0jzOnXfeWd2uXbvq0NDQ6hYtWlQPGzasesGCBbbL8hpDhgypfuCBB2yX4XFuuumm6tatW5vfqzZt2pjbmZmZtsvyWPPmzavu1atXdVhYWHW3bt2qX3/9ddslebT58+ebv+kZGRlW6whw/sde9AEAAP6GCacAAMCtCB8AAMCtCB8AAMCtCB8AAMCtCB8AAMCtCB8AAMCtCB8AAMCtCB8AAMCtCB8AAMCtCB8AAMCtCB8AAMCtCB8AAEDu9P8BtqdJQBjjBNMAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 3
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T15:10:09.571781Z",
     "start_time": "2025-01-06T15:10:09.513945Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1,8)\n",
    "y = [17,17,18,15,11,11,13]\n",
    "plt.plot(x,y,color = 'red',alpha = 0.5,linestyle = \"--\",linewidth=3)\n",
    "plt.show()"
   ],
   "id": "133d81742a07b112",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 4
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T15:12:52.740949Z",
     "start_time": "2025-01-06T15:12:52.627297Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import random\n",
    "x = range(2,26,2) # x轴的位置\n",
    "y = [random.randint(15, 30) for i in x]\n",
    "# 设置画布对象，figsize中对应的单位是英寸，dpi是每英寸有多少像素点\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "plt.plot(x,y) # 传入x和y, 通过plot画图\n",
    "plt.savefig('./t1.png') # 保存图片"
   ],
   "id": "a904133ae3b2093c",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 6
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "",
   "id": "fc07b14279c4ec8e"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T15:16:33.009270Z",
     "start_time": "2025-01-06T15:16:32.915352Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import random\n",
    "x = range(2,26,2) # x轴的位置\n",
    "y = [random.randint(15, 30) for i in x]\n",
    "plt.figure(figsize=(20,8),dpi=80)# 设置画布对象，figsize中对应的单位是英寸，dpi是每英寸有多少像素点\n",
    "plt.plot(x,y)\n",
    "#plt.savefig('t1.png')\n",
    "plt.savefig('t1.svg')"
   ],
   "id": "167f146d3a9327ed",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 8
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T15:20:17.973805Z",
     "start_time": "2025-01-06T15:20:17.883608Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#绘制x和y的刻度\n",
    "import random\n",
    "x = range(2,26,2) # x轴的位置\n",
    "y = [random.randint(15, 30) for i in x]\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "# 设置x轴的刻度\n",
    "# plt.xticks(x)\n",
    "# plt.xticks(range(1,25))\n",
    "# 设置y轴的刻度\n",
    "# plt.yticks(y)\n",
    "# plt.yticks(range(min(y),max(y)+1))\n",
    "# 构造x轴刻度标签\n",
    "x_ticks_label = [\"{}:00\".format(i) for i in x]\n",
    "#rotation = 45 让字旋转45度\n",
    "plt.xticks(x,x_ticks_label,rotation = 45)\n",
    "# 设置y轴的刻度标签\n",
    "y_ticks_label = [\"{}℃\".format(i) for i in range(min(y),max(y)+1)]\n",
    "plt.yticks(range(min(y),max(y)+1),y_ticks_label)\n",
    "# 绘 图\n",
    "plt.plot(x,y)\n",
    "plt.show()"
   ],
   "id": "9b1acbd76ee016d7",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 9
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T15:35:46.878598Z",
     "start_time": "2025-01-06T15:35:46.788574Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from matplotlib import pyplot as plt\n",
    "import matplotlib\n",
    "import random\n",
    "x = range(0,120)\n",
    "y = [random.randint(10,30) for i in range(120)]\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "plt.plot(x,y)\n",
    "from matplotlib import font_manager\n",
    "my_font = font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc',size=18)\n",
    "plt.xlabel('时间',rotation=45,fontproperties = my_font)\n",
    "plt.ylabel(\"次数\")\n",
    "# 设置标题\n",
    "plt.title('每分钟跳动次数',color='red')\n",
    "plt.show()"
   ],
   "id": "21928cd71c37c0fd",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 15
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-07T12:17:34.799726Z",
     "start_time": "2025-01-07T12:17:34.247992Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from matplotlib import pyplot as plt\n",
    "from matplotlib import font_manager\n",
    "\n",
    "y1 = [1, 0, 1, 1, 2, 4, 3, 4, 4, 5, 6, 5, 4, 3, 3, 1, 1, 1, 1, 1]\n",
    "y2 = [1, 0, 3, 1, 2, 2, 3, 4, 3, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1]\n",
    "x = range( 11, 31 ) # # 设置图形\n",
    "plt.figure( figsize=(20, 8), dpi=80 )\n",
    "plt.plot( x, y1, color='red', label='自己' )\n",
    "plt.plot( x, y2, color='blue', label='同事' )\n",
    "# 设置x轴刻度\n",
    "xtick_labels = ['{}岁'.format( i ) for i in x]\n",
    "my_font = font_manager.FontProperties( fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc',size=18)\n",
    "plt.xticks(x,xtick_labels, fontproperties=my_font, rotation=45)\n",
    "# 绘制网格（网格也是可以设置线的样式)\n",
    "# alpha=0.4 设置透明度\n",
    "plt.grid( alpha=0.4 )\n",
    "plt.legend( prop=my_font,loc='upper right')\n",
    "# 展示\n",
    "plt.show()"
   ],
   "id": "c928b5a97a8dcae8",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 1
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T15:46:09.603919Z",
     "start_time": "2025-01-06T15:46:09.315118Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "x = np.arange(1, 100) #划分子图\n",
    "fig,axes=plt.subplots(2,2)\n",
    "ax1=axes[0,0]\n",
    "ax2=axes[0,1]\n",
    "ax3=axes[1,0]\n",
    "ax4=axes[1,1]\n",
    "fig=plt.figure(figsize=(20,10),dpi=80) #作图 1\n",
    "ax1.plot(x, x) # 作 图 2\n",
    "ax2.plot(x, -x) #作图 3\n",
    "ax3.plot(x, x**2)\n",
    "# ax3.grid(color='r', linestyle='--', linewidth=1,alpha=0.3) #作图 4\n",
    "ax4.plot(x, np.log(x))\n",
    "plt.show()\n",
    "# add_subplot 方法----给 figure 新增子图\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "x = np.arange(1,100)\n",
    "#新建 figure 对象\n",
    "fig=plt.figure(figsize=(20,10),dpi=80) #新建子图 1\n",
    "ax1=fig.add_subplot(2,2,1)\n",
    "ax1.plot(x, x)\n",
    "#新建子图 2\n",
    "ax3=fig.add_subplot(2,2,2)\n",
    "ax3.plot(x, x**2)\n",
    "ax3.grid(color='r', linestyle='--', linewidth=1,alpha=0.3)\n",
    "# 新 建 子 图 3\n",
    "ax4=fig.add_subplot(2,2,3)\n",
    "ax4.plot(x, np.log(x))\n",
    "plt.show()"
   ],
   "id": "71bbb2d1a4ce67f7",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 3 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 19
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-07T11:59:30.096770Z",
     "start_time": "2025-01-07T11:59:29.384481Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from matplotlib import pyplot as plt\n",
    "from matplotlib import font_manager\n",
    "y = [11, 17, 16, 11, 12, 11, 12, 6, 6, 7, 8, 9, 12, 15, 14, 17, 18, 21, 16, 17, 20, 14,\n",
    "15, 15, 15, 19, 21, 22, 22, 22,\n",
    "23]\n",
    "x = range( 1, 32 )\n",
    "# 设置图形大小\n",
    "plt.figure( figsize=(20, 8), dpi=80 )\n",
    "# 使用 scatter 绘制散点图\n",
    "plt.scatter( x, y, label='3月份' )\n",
    "# 调整 x 轴的刻度\n",
    "my_font = font_manager.FontProperties( fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc', size=10 ) #注意invalid escape sequence '\\W'b报错是转义字符的问题，需要多加一个反斜杠\\\n",
    "_xticks_labels = ['3 月{}日'.format( i ) for i in x]\n",
    "plt.xticks( x[::3], _xticks_labels[::3], fontproperties=my_font, rotation=45 )\n",
    "plt.xlabel( ' 日 期 ', fontproperties=my_font )\n",
    "plt.ylabel( '温度', fontproperties=my_font )\n",
    "# 图 例\n",
    "plt.legend( prop=my_font )\n",
    "plt.show()"
   ],
   "id": "a21e35d35fd048ef",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 1
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-07T12:01:08.769679Z",
     "start_time": "2025-01-07T12:01:08.681567Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from matplotlib import pyplot as plt\n",
    "from matplotlib import font_manager\n",
    "my_font = font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc',size=16)\n",
    "a = ['流浪地球','疯狂的外星人','飞驰人生','大黄蜂','熊出没·原始时代','新喜剧之王']\n",
    "b = [38.13,19.85,14.89,11.36,6.47,5.93]\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "# 绘制条形图的方法\n",
    "'''\n",
    "width=0.3 条形的宽度\n",
    "'''\n",
    "rects = plt.bar(range(len(a)),b,width=0.3,color='r')\n",
    "plt.xticks(range(len(a)),a,fontproperties=my_font,rotation=45)\n",
    "# 在条形图上加标注(水平居中)\n",
    "for rect in rects:\n",
    " height = rect.get_height()\n",
    "plt.text(rect.get_x() + rect.get_width() / 2, height+0.3, str(height),ha=\"center\")\n",
    "plt.show()"
   ],
   "id": "8a54394e3b738d6a",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 4
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-07T12:01:24.180916Z",
     "start_time": "2025-01-07T12:01:23.873655Z"
    }
   },
   "cell_type": "code",
   "source": [
    "time = [131, 98, 125, 131, 124, 139, 131, 117, 128, 108, 135, 138, 131, 102,\n",
    "107, 114,\n",
    "119, 128, 121, 142, 127, 130, 124, 101, 110, 116, 117, 110, 128, 128, 115,\n",
    "99,\n",
    "136, 126, 134, 95, 138, 117, 111,78, 132, 124, 113, 150, 110, 117, 86,\n",
    "95, 144,\n",
    "105, 126, 130,126, 130, 126, 116, 123, 106, 112, 138, 123, 86, 101, 99, 136,123,\n",
    "117, 119, 105, 137, 123, 128, 125, 104, 109, 134, 125, 127,105, 120, 107, 129,\n",
    "116,\n",
    "108, 132, 103, 136, 118, 102, 120, 114,105, 115, 132, 145, 119, 121, 112, 139,\n",
    "125,\n",
    "138, 109, 132, 134,156, 106, 117, 127, 144, 139, 139, 119, 140, 83, 110,\n",
    "102,123,\n",
    "107, 143, 115, 136, 118, 139, 123, 112, 118, 125, 109, 119, 133,112, 114, 122,\n",
    "109,\n",
    "106, 123, 116, 131, 127, 115, 118, 112, 135,115, 146, 137, 116, 103,\n",
    "144, 83, 123,\n",
    "111, 110, 111, 100, 154,136, 100, 118, 119, 133, 134, 106, 129, 126,\n",
    "110, 111, 109,\n",
    "141,120, 117, 106, 149, 122, 122, 110, 118, 127, 121, 114, 125, 126,114, 140, 103,\n",
    "130, 141, 117, 106, 114, 121, 114, 133, 137, 92,121, 112, 146, 97, 137,\n",
    "105, 98,\n",
    "117, 112, 81, 97, 139, 113,134, 106, 144, 110, 137, 137, 111, 104, 117,\n",
    "14,\n",
    "100, 111,\n",
    "101, 110,105, 129, 137, 112, 120, 113, 133, 112, 83, 94, 146, 133,\n",
    "101,131, 116,\n",
    "111, 84, 137, 115, 122, 106, 144, 109, 123, 116, 111,111, 133, 150]\n",
    "from matplotlib import font_manager\n",
    "from matplotlib import pyplot as plt\n",
    "my_font = font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc',size=18) # 2）\n",
    "plt.figure(figsize=(20, 8), dpi=100) # 3）绘制直方图\n",
    "# 设置组距\n",
    "distance = 2\n",
    "# 计算组数\n",
    "group_num = int((max(time) - min(time)) / distance) # 绘制直方图\n",
    "plt.hist(time, bins=group_num)\n",
    "# 修改 x 轴刻度显示\n",
    "plt.xticks(range(min(time), max(time))[::2])\n",
    "# 添加网格显示\n",
    "plt.grid(linestyle=\"--\", alpha=0.5)\n",
    "#添 加 x, y 轴 描 述 信 息\n",
    "plt.xlabel(\"电影时长大小\",fontproperties=my_font)\n",
    "plt.ylabel(\"电影的数据量\",fontproperties=my_font)\n",
    "# 4）显示图像\n",
    "plt.show()"
   ],
   "id": "ad834c41c1859dd3",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ],
      "image/png": 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AAAAAAACAEkJxBgAAAAAAAAAAAAAAoIRQnAEAAAAAAAAAAAAAACghFGcAAAAAAAAAAAAAAABU6fh/3pMJ/ljc6eIAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 5
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T15:50:10.455168Z",
     "start_time": "2025-01-06T15:50:10.383322Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "label_list = [\"第一部分\", \"第二部分\", \"第三部分\"] # 各部分标签\n",
    "size = [55, 35, 10] # 各部分大小\n",
    "color = [\"red\", \"green\", \"blue\"] # 各部分颜色\n",
    "explode = [0, 0.05, 0] # 各部分突出值\n",
    "\"\"\" 绘 制 饼 图\n",
    "explode： 设 置 各 部 分 突 出\n",
    "label: 设 置 各 部 分 标 签\n",
    "labeldistance:设置标签文本距圆心位置，1.1 表示 1.1 倍半径\n",
    "autopct： 设 置 圆 里 面 文 本\n",
    "shadow：设置是否有阴影\n",
    "startangle：起始角度，默认从 0 开始逆时针转\n",
    "pctdistance：设置圆内文本距圆心距离返回值\n",
    "l_text：圆内部文本，\n",
    "matplotlib.text.Text object\n",
    "p_text：圆外部文本\"\"\"\n",
    "matplotlib.rcParams['font.sans-serif']=['SimHei']\n",
    "patches, l_text, p_text = plt.pie(size,explode=explode, colors=color, labels=label_list,\n",
    "labeldistance=1.1, autopct=\"%1.1f%%\", shadow=False,\n",
    "startangle=90, pctdistance=0.6)\n",
    "plt.axis(\"equal\") # 设置横轴和纵轴大小相等，这样饼才是圆的\n",
    "plt.legend()\n",
    "plt.show()"
   ],
   "id": "c1a7394a0d000b0c",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 26
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
